{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "146b896e-52fd-4461-9018-0eb3eb76615a",
   "metadata": {},
   "source": [
    "Chapter 8\n",
    "# 股价模型\n",
    "Book_6《数据有道》 | 鸢尾花书：从加减乘除到机器学习"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "13469236-83bb-48f1-a941-d4a1d89806fb",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas_datareader \n",
    "import scipy.stats as stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "f978a385-8193-4c63-b9b2-7ea4319a1c5e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              sp500\n",
      "DATE               \n",
      "2021-07-26  4422.30\n",
      "2021-07-27  4401.46\n",
      "2021-07-28  4400.64\n",
      "2021-07-29  4419.15\n",
      "2021-07-30  4395.26\n"
     ]
    }
   ],
   "source": [
    "# Calibrate\n",
    "\n",
    "df = pandas_datareader.data.DataReader(['sp500'], data_source='fred', start='08-01-2017', end='08-01-2021')\n",
    "df = df.dropna()\n",
    "df.to_csv('sp500.csv')\n",
    "df.to_pickle('sp500.pkl')\n",
    "print(df.tail())\n",
    "#% Plot price levels of S&P 500"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "6c4adef4-5901-4e26-b141-274133943e54",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "\n",
    "df['sp500'].plot()\n",
    "\n",
    "plt.axhline(y=df['sp500'].max(), color= 'r', zorder=0)\n",
    "plt.axhline(y=df['sp500'].min(), color= 'r', zorder=0)\n",
    "ax.grid(linestyle='--', linewidth=0.25, color=[0.5,0.5,0.5])\n",
    "\n",
    "plt.xlabel('Date')\n",
    "plt.ylabel('Adjusted closing price')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "4d5c79c4-4529-4fe7-8caf-b08753c0008f",
   "metadata": {},
   "outputs": [],
   "source": [
    "#%% daily log return\n",
    "\n",
    "daily_log_r = df.apply(lambda x: np.log(x) - np.log(x.shift(1)))\n",
    "\n",
    "daily_log_r = daily_log_r.dropna()\n",
    "\n",
    "values = daily_log_r[1:]\n",
    "mu_log_r, sigma_log_r = stats.norm.fit(values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "42e6c7eb-bb9e-47f7-9796-9b3931553540",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "\n",
    "daily_log_r.plot(ax = ax)\n",
    "\n",
    "plt.axhline(y=daily_log_r.max().values, color= 'r', zorder=0)\n",
    "plt.axhline(y=0, color= 'r', zorder=0)\n",
    "plt.axhline(y=daily_log_r.min().values, color= 'r', zorder=0)\n",
    "ax.grid(linestyle='--', linewidth=0.25, color=[0.5,0.5,0.5])\n",
    "\n",
    "plt.xlabel('Date')\n",
    "plt.ylabel('Daily return')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "dac44250-6c68-4137-a24d-1012048a6fc1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '$\\\\mu_{daily}$ =  0.001 \\n $\\\\sigma_{daily}$ = 0.013')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# distribution of daily log returns and descriptive stats\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "\n",
    "ax.hist(daily_log_r,bins=30, rwidth=0.85)\n",
    "plt.axvline(x=0, color='k', linestyle='-')\n",
    "plt.axvline(x=mu_log_r, color='r', linestyle='--')\n",
    "plt.axvline(x=mu_log_r + sigma_log_r, color='r', linestyle='--')\n",
    "plt.axvline(x=mu_log_r - sigma_log_r, color='r', linestyle='--')\n",
    "plt.axvline(x=mu_log_r + 2*sigma_log_r, color='r', linestyle='--')\n",
    "plt.axvline(x=mu_log_r - 2*sigma_log_r, color='r', linestyle='--')\n",
    "\n",
    "plt.xlabel('Daily log return')\n",
    "plt.ylabel('Frequency')\n",
    "plt.title('$\\mu_{daily}$ =  %1.3f \\n $\\sigma_{daily}$ = %1.3f' %(mu_log_r, sigma_log_r))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "a703f234-a34d-40db-9ea5-edacd26a80e7",
   "metadata": {},
   "outputs": [],
   "source": [
    "#%% Simulation\n",
    "\n",
    "mu = mu_log_r*250\n",
    "# annualized expected return\n",
    "\n",
    "sigma = sigma_log_r*np.sqrt(250)\n",
    "# square root of time rule\n",
    "\n",
    "drift = (mu - sigma ** 2 / 2)\n",
    "# drift\n",
    "\n",
    "n = 50\n",
    "# simulation steps\n",
    "\n",
    "dt = 1/250 \n",
    "# assume 250 business days in a year\n",
    "\n",
    "S0 = df['sp500'][-1]\n",
    "# current stock price level\n",
    "\n",
    "np.random.seed(1)\n",
    "\n",
    "num_paths = 100;\n",
    "\n",
    "wt = np.random.normal(0, np.sqrt(dt), size=(num_paths, n)).T\n",
    "\n",
    "S = np.exp(drift*dt + sigma * wt)\n",
    "S = np.vstack([np.ones(num_paths), S])\n",
    "# Stack arrays in sequence vertically\n",
    "\n",
    "S = S0 * S.cumprod(axis=0)\n",
    "\n",
    "#%% plot paths and distribution for last day"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "64d2b290-b69c-4853-96fb-0126fd451f44",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\james\\AppData\\Local\\Temp\\ipykernel_13556\\2313343290.py:8: UserWarning: \n",
      "\n",
      "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n",
      "\n",
      "Please adapt your code to use either `displot` (a figure-level function with\n",
      "similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "\n",
      "For a guide to updating your code to use the new functions, please see\n",
      "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n",
      "\n",
      "  ax2 = sns.distplot(S[-1], rug=True, vertical=True)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.axis.YTick at 0x2af89c8feb0>,\n",
       " <matplotlib.axis.YTick at 0x2af89c8fe80>,\n",
       " <matplotlib.axis.YTick at 0x2afffcdd5d0>,\n",
       " <matplotlib.axis.YTick at 0x2afffdb40a0>]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "\n",
    "rows = 1\n",
    "cols = 2\n",
    "fig, (ax1, ax2) = plt.subplots(rows, cols, figsize=(8,5), gridspec_kw={'width_ratios': [3, 1]})\n",
    "ax1.plot(S)\n",
    "ax1.set_yticks([3000,4000,5000,6000])\n",
    "ax2 = sns.distplot(S[-1], rug=True, vertical=True)\n",
    "ax2.set_yticks([3000,4000,5000,6000])"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
